Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "156"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 156 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 229 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 220 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_7078/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 156, Node 12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.729864 3.978491 0.025889 14.463434 -0.170493 36.573569 0.978047 10.375535 0.7418 0.7117 0.2517 17.755186 17.603699
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.203733 29.814372 0.243353 4.135253 1.618876 18.643933 3.094070 14.354683 0.6988 0.6334 0.2685 5.288940 4.878007
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.171459 -1.165766 -0.426961 -0.760519 0.636239 0.709938 1.561719 0.000324 0.0333 0.0352 0.0008 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.124948 23.206180 0.065189 3.118042 0.989820 17.402059 0.387719 20.421603 0.6318 0.6020 0.3688 6.617428 5.437969
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.025125 17.374301 -0.105099 1.983128 1.059047 16.581034 2.208865 33.501042 0.6378 0.6166 0.3654 8.253847 6.400151
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.090553 23.525964 -0.153735 8.193130 0.991335 30.981997 1.095947 11.184987 0.6636 0.6232 0.3042 10.869917 8.713264
2459588 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.296904 20.518597 0.492118 5.195084 1.272159 24.673282 2.014888 11.735885 0.7430 0.6853 0.2351 13.716754 11.112428
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 0.525965 22.580558 0.547146 4.553972 0.724211 3.085561 1.531218 38.802235 nan nan nan 8.566157 8.623194
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 311.103174 312.175427 inf inf 10.485160 13.523848 211.822764 656.723883 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.951030 -0.371429 0.690828 -0.585339 0.333838 -0.267028 2.451341 0.241640 0.0344 0.0361 0.0015 0.000000 0.000000
2459584 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.432012 1.665066 1.505832 0.262455 0.176205 0.744432 1.876177 0.862606 0.5787 0.5929 0.3623 7.819926 9.995904
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.503799 1.727801 1.203901 -0.343842 0.245070 3.144520 2.935734 8.885068 0.6334 0.6462 0.3877 4.283817 4.172692
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.275561 3.196257 0.913421 -0.319277 0.047066 5.997872 0.741244 3.351359 0.6345 0.6414 0.3884 5.302613 4.752863
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.777288 1.294257 1.433565 -0.038513 0.416820 1.872611 1.391315 1.795101 0.6376 0.6495 0.3897 2.933623 2.814075
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.526323 0.049083 0.948919 0.013270 -0.092900 1.066719 2.260824 1.117131 0.6397 0.6534 0.3835 4.571953 4.208570
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.088936 -0.330053 -0.442582 -0.061076 -0.886504 0.275462 1.145814 -0.437729 0.0343 0.0300 0.0009 nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.293883 12.276787 1.238572 -0.242776 1.166318 14.118993 6.351960 5.454030 0.6370 0.6327 0.3786 4.119144 3.870131
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.320852 33.005106 1.005507 1.093909 0.866290 8.137413 1.071081 14.296500 0.6626 0.5995 0.3727 7.057297 6.080729
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.519342 19.714789 0.846035 0.802407 0.684763 25.723883 1.590433 2.320902 0.7155 0.6760 0.3410 10.286433 9.317373
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.109840 33.940344 0.807578 0.962959 0.909950 10.805379 1.732887 4.682407 0.6557 0.5910 0.3698 9.473857 7.625054
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.047219 0.033348 1.699338 -0.186383 0.410326 0.387109 1.540131 0.581967 0.6476 0.6670 0.3920 5.700606 5.328201
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.029994 -0.077527 0.801567 -0.557368 0.437209 -0.321735 1.172745 1.232216 0.6614 0.6772 0.3842 5.096992 4.563649
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.908999 -0.470066 -0.670333 -0.456059 -0.595996 44.420901 -0.177227 0.293587 0.0342 0.0287 0.0010 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.501669 -0.087368 0.926896 -0.591142 1.830692 12.201421 1.555490 0.795932 0.7225 0.7399 0.2613 5.172990 5.099403
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.447339 0.250618 1.252173 -0.188970 0.355946 -0.248803 2.426163 -0.478450 0.6435 0.6731 0.4110 4.405444 3.646639
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 1.033212 1.033212 1.033557 1.033557 0.000000 0.000000 0.000000 0.000000 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.398136 19.093038 -0.473214 -0.898219 2.291071 1.699529 1.262984 21.252477 0.6592 0.6180 0.3943 4.437419 3.591320
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.089461 4.408065 23.757385 17.681237 -0.375367 11.851656 2.331223 22.952601 0.6466 0.6514 0.3903 3.524617 3.397211
2459562 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.335410 1.266098 -0.171263 0.374255 -1.477537 0.970467 -1.110535 10.244585 0.6457 0.6295 0.3950 2.886813 2.676528
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.917153 3.695701 1.952772 2.267502 0.711268 0.987208 -2.331430 -1.805228 0.6370 0.6520 0.3821 3.070871 2.830160
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.095626 0.753122 -0.952717 0.009219 -1.497033 -0.710149 -0.868087 -0.952654 0.6484 0.6660 0.4016 3.221078 3.134365
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.436738 1.241336 0.766307 -0.975234 0.354892 0.869291 0.861294 3.419046 0.6568 0.6661 0.3893 3.299558 2.933248
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0308 0.0287 0.0012 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.338545 -0.559181 0.932487 1.483634 0.876506 4.333264 1.176113 8.059001 0.6571 0.6714 0.3928 4.014322 3.720196
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6647 0.5965 0.3852 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6492 0.5970 0.3843 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.781516 24.714117 1.285250 1.135937 1.895009 23.034284 1.736793 12.683466 0.6673 0.6268 0.3902 7.797821 5.883822
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.457258 8.068959 0.765558 -0.649390 1.181904 4.577663 1.741201 18.213462 0.6590 0.6446 0.3896 3.566248 3.158977
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0490 0.0482 0.0005 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.442518 -1.044502 1.017404 -0.267046 1.738806 8.810136 4.462176 10.715778 0.6441 0.6629 0.4203 3.302890 3.225263
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.046890 0.534716 -0.355264 0.331321 0.752674 -0.181047 5.191047 1.464942 0.7120 0.7219 0.3716 3.621250 3.195137
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.263542 -0.267737 0.448352 -0.595440 0.063965 -0.279213 1.417728 2.624626 0.7183 0.7235 0.3555 3.789023 3.523992
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.045832 -0.338820 0.508047 -0.575308 0.486341 -0.548109 2.137100 0.730260 0.7589 0.7510 0.3733 4.175030 3.656265
2459534 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.365299 0.249175 0.608758 -0.504585 1.092097 -0.043195 2.195996 0.587641 0.7497 0.7439 0.3653 8.546837 6.974006
2459533 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.557569 0.195358 0.457858 -0.221838 0.802640 0.371200 1.389660 2.167679 0.6817 0.7019 0.4099 3.900053 3.396673
2459532 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.890772 0.241274 0.901980 -0.287913 0.825710 0.373895 0.789306 0.811271 0.6838 0.7020 0.4093 4.575456 3.909782
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.703392 -0.226452 -0.604308 -0.709445 -0.929887 0.232458 0.820102 1.108347 0.0331 0.0313 0.0007 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.593624 5.269055 0.538735 -0.571618 0.220316 9.546836 4.110923 12.666996 0.8994 0.9251 0.2102 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.290458 25.982048 0.401321 0.894386 0.910650 15.442776 3.355967 81.589842 0.0470 0.0839 0.0026 1.677342 1.673321
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.307375 5.570787 1.080237 0.028696 0.915353 8.854431 1.637802 64.278320 0.8657 0.8361 0.4550 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.126056 21.880690 0.277805 0.981326 -0.528843 9.568983 0.490122 34.223217 0.0731 0.1192 0.0093 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.576550 12.332645 0.284136 0.518304 1.012722 9.191894 0.302107 37.015155 0.0810 0.1084 0.0080 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.170752 0.707452 0.759693 -0.531836 1.180910 5.928464 1.030990 50.056185 0.0759 0.0926 0.0064 0.000000 0.000000
2459498 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.298677 -0.593614 0.606035 -0.538655 0.845761 0.051555 -0.466767 0.369056 0.0905 0.0917 0.0144 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.044471 -0.675089 0.315506 -0.176758 0.560712 0.070760 -0.046430 0.021045 0.0933 0.1144 0.0116 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.394613 0.290046 0.791471 -0.854248 1.657555 6.983420 0.612892 56.562220 0.1174 0.1114 0.0156 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.183388 -0.486643 0.713799 -0.434485 1.431021 1.839724 -0.081117 29.184991 0.0979 0.1189 0.0150 0.000000 0.000000
2459494 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.281476 -0.867513 0.808978 -0.902423 1.210914 -0.462168 0.995059 0.460934 0.0683 0.1219 0.0090 0.000000 0.000000
2459492 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.134876 27.298469 -0.234309 0.666375 1.847100 30.311550 3.988119 42.873206 0.0893 0.1161 0.0187 0.000000 0.000000
2459491 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.581172 7.204021 -0.139941 0.989878 2.079656 19.496206 3.401898 138.198984 0.1029 0.1177 0.0116 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.212917 34.262589 -0.457892 0.991491 2.143606 27.745933 9.479481 208.964927 0.7175 0.7327 0.3675 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.649005 32.884298 -0.232909 0.883949 1.935112 26.046822 3.179059 171.563020 0.7372 0.7472 0.3186 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.358098 5.211924 -0.014389 0.886509 3.310018 21.417907 13.510444 239.477869 0.7369 0.7831 0.3470 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 156: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 21.495666 0.687675 0.828049 -1.448381 -0.033898 0.107578 1.077668 21.495666 10.765633

Antenna 156: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 9.831684 1.108114 1.293310 -0.753785 -0.593601 -0.760796 0.400530 9.831684 1.598961

Antenna 156: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 5.540868 -0.252320 -0.704833 0.093408 -0.559492 0.750071 -0.448773 1.211928 5.540868

Antenna 156: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 21.307735 -0.111209 0.251861 -1.059088 -0.001759 -1.096030 0.604696 21.307735 3.465114

Antenna 156: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 30.589945 1.801388 1.186275 0.047665 -0.743947 0.470071 0.150411 5.020290 30.589945

Antenna 156: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 18.870119 0.755338 0.988121 -0.201983 -0.734052 0.119453 0.432427 18.870119 2.268505

Antenna 156: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 27.454594 -0.282156 3.616890 -0.626218 7.590219 0.056531 18.187705 0.187356 27.454594

Antenna 156: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 0.034718 -0.910255 -0.342380 -0.629095 -0.525290 -0.938868 -0.341046 0.034718 -0.103299

Antenna 156: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 103.036124 4.934778 -0.086707 0.936347 -0.841975 10.134326 -0.171766 103.036124 5.817758

Antenna 156: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 6.528316 0.859705 0.978981 0.170030 -0.720129 0.265876 -0.627788 6.528316 2.067603

Antenna 156: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 19.046437 0.863106 0.778140 -0.716037 -0.094145 0.184845 -0.021131 11.936342 19.046437

Antenna 156: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 14.301467 0.301777 1.062152 -0.360087 1.929591 0.413012 13.976329 2.135841 14.301467

Antenna 156: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 11.131756 0.178078 -0.490075 1.243032 -0.358255 6.694504 -0.061463 11.131756 0.371547

Antenna 156: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 24.348763 1.020138 0.419422 0.623674 -0.928904 1.277118 1.138008 24.348763 6.099660

Antenna 156: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 2.125520 1.623597 1.611728 -0.346240 0.281949 -0.775794 -0.258522 -0.328138 2.125520

Antenna 156: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 19.012394 1.219138 1.626333 0.376898 -0.494736 0.318663 0.935154 19.012394 2.014927

Antenna 156: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 30.945981 0.380382 1.128724 -0.547987 0.123349 1.560182 2.834125 3.993987 30.945981

Antenna 156: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 6.763280 -0.259389 -0.208344 -0.615827 0.175191 -0.067384 0.411231 1.909532 6.763280

Antenna 156: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 14.414798 0.373176 0.160576 -0.805583 0.443099 0.411801 0.591450 4.162967 14.414798

Antenna 156: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 16.489991 0.141761 0.172442 0.444861 -0.684386 -0.060135 -0.546335 16.489991 1.142634

Antenna 156: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 28.944059 0.445805 0.698665 -0.598557 1.966452 1.057238 17.995744 19.465604 28.944059

Antenna 156: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Discontinuties 5.180868 -0.132099 0.286477 -0.666605 -0.588466 -0.382694 -0.690491 5.180868 0.662625

Antenna 156: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Shape 0.902239 0.902239 -0.136047 -0.568016 -0.597455 0.026015 -0.633163 -0.820216 -0.078147

Antenna 156: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Discontinuties 1.699866 0.516589 1.657604 -0.744459 -0.017733 -0.042686 0.118447 1.699866 -0.743754

Antenna 156: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.818561 -0.105326 0.439901 -0.781681 -0.736927 -1.168039 -0.533595 -0.166879 1.818561

Antenna 156: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 2.986815 0.182891 -0.431829 -0.597935 -0.032224 0.032963 0.747361 0.177726 2.986815

Antenna 156: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 40.200837 0.408464 2.144377 -0.649190 0.142937 0.686965 10.896852 0.958472 40.200837

Antenna 156: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 7.928092 -0.477938 -0.879402 -0.358949 -0.597711 1.408109 1.150755 -0.692632 7.928092

Antenna 156: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 Not Found nn Temporal Discontinuties 2.174272 -0.601878 -0.520805 0.147811 -0.873955 0.244873 0.045522 2.174272 -0.575036

Antenna 156: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Variability 91.990059 26.188797 -0.703015 2.414886 -0.590642 91.990059 0.379907 29.519177 0.147641

Antenna 156: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 62.086315 0.186804 -0.634285 -0.339834 -0.779586 -0.724739 60.230047 4.751265 62.086315

Antenna 156: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 156: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.581361 -0.017526 -0.845661 -0.841541 -0.998630 0.312170 0.532725 -0.709294 1.581361

Antenna 156: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.206610 -0.923886 -0.696122 0.146785 0.118050 -0.348309 -2.087588 1.206610 -0.472457

Antenna 156: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 3.347672 -0.287054 -0.460998 -0.484589 -1.032708 -0.685433 0.889822 -0.887005 3.347672

Antenna 156: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 6.306983 0.394349 0.733606 -1.022063 -0.270457 1.284948 1.083783 2.859897 6.306983

Antenna 156: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 5.180852 -0.084595 -0.377633 -0.229895 -0.945546 -0.122083 -0.767529 5.180852 2.546479

Antenna 156: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.684014 -1.014655 -0.522521 -0.416997 0.001727 -0.010747 -1.474993 1.684014 -0.691244

Antenna 156: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.529640 -0.897649 -0.560786 -0.404798 -0.248306 -0.333549 -0.747090 1.529640 -0.748977

Antenna 156: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.473334 -0.873515 -0.505091 -0.545673 -0.093698 0.226831 -0.501769 1.473334 -1.085674

Antenna 156: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 11.667595 0.689641 -0.067699 -0.717118 -0.888909 1.814909 0.272704 11.667595 4.426061

Antenna 156: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.323589 -0.638686 -0.904181 -0.232744 -0.368240 -0.756008 -0.630594 -0.857326 1.323589

Antenna 156: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Variability 1.270390 -0.673478 -0.805525 -0.774989 -0.503496 1.270390 -0.228768 0.962663 -0.554106

Antenna 156: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.779853 -0.719888 -0.664401 -0.503768 -0.427477 0.511054 -0.878599 1.779853 -0.922951

Antenna 156: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 2.517011 -0.615414 -0.518013 -0.655865 -0.390854 -0.373520 -0.221316 2.517011 -0.940399

Antenna 156: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.269464 -0.769338 -0.727678 -0.747103 -0.438794 -0.508725 -0.650999 1.269464 -0.864942

Antenna 156: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 8.590661 -0.041241 -0.281199 -1.153166 -0.349814 -0.621989 1.571082 1.360462 8.590661

Antenna 156: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Discontinuties 2.246376 -0.625777 -0.633104 -0.433661 -0.744854 0.525495 2.172455 2.246376 0.710883

Antenna 156: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Variability 272.642289 0.998433 -0.674969 0.044542 -0.292305 272.642289 2.055236 23.312124 -0.305503

Antenna 156: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 0.419581 -0.428256 -0.659004 -0.107069 -0.819123 -1.153730 -0.635706 -0.707043 0.419581

Antenna 156: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Variability 0.911204 -0.307732 -0.659101 -0.463987 -0.868264 0.003515 0.911204 -0.674840 0.653723

Antenna 156: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.531370 -0.649604 -0.705162 -0.218834 -0.521724 0.497379 0.488632 -0.762416 1.531370

Antenna 156: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 5.600108 -0.671948 -0.465515 -0.539671 -0.722719 -0.839559 -0.753345 2.547075 5.600108

Antenna 156: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 1.009025 -0.659220 -0.451639 -0.503168 -0.114591 -0.312343 -1.074693 1.009025 -0.779687

Antenna 156: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Power inf 389.581485 389.040542 inf inf 2337.604532 1792.749232 6990.171101 7149.335963

Antenna 156: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties -0.195606 -0.332928 -0.204662 -0.543353 -0.443560 -0.658250 -0.422504 -0.195606 -0.355013

Antenna 156: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Variability 0.765774 -0.250451 -0.040347 -0.258298 -0.294925 0.765774 0.253134 0.269794 -0.685058

Antenna 156: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 7.565192 0.287228 -0.052165 -0.660943 -0.420311 -0.437393 0.751067 1.143401 7.565192

Antenna 156: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Variability 0.307884 -0.821657 -0.744492 0.243248 0.190831 0.148712 0.307884 0.042733 0.157525

Antenna 156: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Shape -0.037846 -0.169372 -0.037846 -0.156096 -0.266271 -0.434182 -0.439444 -0.161698 -0.679154

Antenna 156: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 0.929121 -0.727337 -0.125629 -1.073647 -0.579603 -0.271553 -0.585818 0.929121 -0.523934

Antenna 156: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Variability 1.288804 -1.054191 0.008975 -1.328438 -0.423011 0.037249 1.288804 0.081853 -0.433861

Antenna 156: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 3.084568 0.073949 -0.001563 -0.494161 -0.764781 0.961500 1.761337 0.862484 3.084568

Antenna 156: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 4.432094 0.803048 1.150001 -0.181612 -0.730128 2.675445 1.189006 4.432094 3.173039

Antenna 156: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Discontinuties 31.513477 26.500015 26.500015 24.584484 24.584484 20.142490 20.142490 31.513477 31.513477

Antenna 156: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 2.450127 1.968162 1.968162 1.753292 1.753292 1.932152 1.932152 2.450127 2.450127

Antenna 156: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Power 0.753800 0.698916 0.698916 0.753800 0.753800 0.717790 0.717790 0.674491 0.674491

Antenna 156: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Temporal Discontinuties 6.117374 -0.036691 0.055298 -0.697798 -0.709756 1.867737 -0.757832 1.878327 6.117374

Antenna 156: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 1.182848 -0.671038 -0.118291 -0.384606 0.002065 -0.354759 1.182848 -0.764352 0.087428

Antenna 156: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 93.714203 0.216944 1.400987 -0.782532 5.191415 -0.199094 93.714203 0.663344 15.928993

Antenna 156: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 6.159449 0.715914 0.230270 -0.197147 -0.119706 1.636766 1.435474 5.165188 6.159449

Antenna 156: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Temporal Discontinuties 9.637961 0.717430 0.274976 -0.197985 0.134081 3.097496 2.926206 9.637961 9.058606

Antenna 156: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 156: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 156: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape 1.084916 0.412640 1.084916 -0.601717 -0.046210 -0.558283 0.023138 -0.442499 -0.158742

Antenna 156: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 1.299649 0.624382 0.679159 -0.560124 -0.646220 1.299649 -0.060716 -0.487510 0.145293

Antenna 156: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Temporal Discontinuties 6.311927 0.797016 1.049830 -0.735460 -0.746900 0.568868 0.379035 1.565614 6.311927

Antenna 156: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 0.973140 0.615475 -0.019565 -0.440460 -0.546073 0.217516 0.973140 0.538862 0.514507

Antenna 156: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape 0.670712 -0.423621 0.670712 -0.157596 -0.643558 0.367850 0.393466 0.520640 -0.442226

Antenna 156: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 1.399369 0.064684 -0.252000 -0.589009 -0.895764 0.892173 1.399369 -0.063056 1.314372

Antenna 156: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 0.942510 -0.138329 0.331219 -0.888614 -0.213738 0.246280 0.517540 0.942510 0.007485

Antenna 156: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape 0.427800 0.427800 0.385871 -0.152462 -0.571013 -0.960552 0.358708 -0.700474 0.361181

Antenna 156: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Temporal Discontinuties 1.148181 0.121185 0.619037 -0.263779 -0.086446 0.807796 -0.150130 0.746528 1.148181

Antenna 156: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape 1.865326 0.792981 1.865326 -0.393990 -0.151066 0.689799 -0.018310 0.714435 -0.225395

Antenna 156: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 156: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Power 41.786423 8.393968 9.735599 41.786423 37.452664 4.831461 1.113145 -0.433786 0.098868

Antenna 156: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Shape 24.280468 0.992771 24.280468 -0.215375 3.516368 -0.367265 6.833420 0.867855 15.032430

Antenna 156: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 26.535382 1.230223 2.100088 -0.170618 4.906831 -0.589178 26.535382 0.668874 11.562753

Antenna 156: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Power 1.853201 -0.059415 1.795563 -0.893998 1.853201 -0.167878 1.416206 -1.222359 -0.516559

Antenna 156: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 177.510635 1.325805 1.307910 18.518654 -0.208056 177.510635 -0.755740 17.338466 3.748329

Antenna 156: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 0.047399 -0.162928 -1.025425 -0.717855 -0.567662 -1.066523 -0.077282 -1.053611 0.047399

Antenna 156: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 1.466822 0.630172 1.230858 0.222955 0.219535 0.337938 -0.583219 1.466822 1.404524

Antenna 156: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 1.536922 0.690474 0.082996 0.425277 0.186723 -0.663903 1.536922 1.216593 0.999583

Antenna 156: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Variability 1.254653 0.228402 1.094708 -0.347607 0.043099 1.254653 -0.672592 1.020766 -0.364070

Antenna 156: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape 0.498247 -0.440326 0.498247 0.124642 -0.399075 -0.318190 -1.187089 -0.632227 -0.666091

Antenna 156: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Shape 2.108245 0.761875 2.108245 0.189079 0.338043 -0.259216 -0.495741 1.164398 0.422710

Antenna 156: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 2.284372 0.679819 1.499512 0.394174 0.547230 1.411173 -0.524043 2.284372 1.338228

Antenna 156: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance ee Temporal Discontinuties 1.809521 -0.102918 0.830354 -0.713835 -0.111638 -0.746164 0.324247 1.809521 -0.019611

Antenna 156: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 888.138971 116.149966 135.555414 138.822001 131.090055 87.113689 61.826033 888.138971 525.393899

Antenna 156: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 12 RF_maintenance nn Temporal Discontinuties 835.979666 160.897855 131.168976 169.259768 174.428176 44.814889 57.763744 643.212036 835.979666